Abstract
Purpose: To develop a multivariable normal tissue complication probability (NTCP) model to predict moderate to severe late rectal bleeding following intensity-modulated radiation therapy (IMRT).
Methods and materials: Sixty-eight patients with localized prostate cancer treated by IMRT from 2008 to 2011 were enrolled. The median follow-up time was 56 months. According to the criteria of D'Amico risk classifications, there were 9, 20 and 39 patients in low, intermediate and high-risk groups, respectively. Forty-two patients were combined with androgen deprivation therapy. Fifteen patients had suffered from grade 2 or more (grade 2+) late rectal bleeding. The numbers of predictors for a multivariable logistic regression NTCP model were determined by the least absolute shrinkage and selection operator (LASSO).
Results: The most important predictors for late rectal bleeding ranked by LASSO were platelet count, risk group and the relative volume of rectum receiving at least 65 Gy (V-65). The NTCP model of grade 2+ rectal bleeding was as follows: S = -17.49 + Platelets (1000/mu L) * (-0.025) + Risk group * Corresponding coefficient (low-risk group = 0; intermediate-risk group = 19.07; high-risk group = 20.41) + V-65 * 0.045.
Conclusions: A LASSO-based multivariable NTCP model comprising three important predictors (platelet count, risk group and V-65) was established to predict the incidence of grade 2+ late rectal bleeding after IMRT.
Original language | American English |
---|---|
Pages (from-to) | 2588-2593 |
Journal | Journal of Cancer |
Volume | 10 |
Issue number | 11 |
DOIs | |
State | Published - 2019 |
Keywords
- CONFORMAL RADIOTHERAPY
- DOSE-VOLUME
- LEAST ABSOLUTE SHRINKAGE
- PROSTATE-CANCER
- SELECTION OPERATOR
- TOXICITY
- normal tissue complication probability
- prostate cancer
- radiation therapy
- rectal bleeding